{
 "cells": [
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-26T14:43:56.554765Z",
     "start_time": "2025-02-26T14:43:56.313860Z"
    }
   },
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import talib\n",
    "import yfinance as yf\n",
    "\n",
    "# 获取历史数据（示例用AAPL）\n",
    "# start = \"2024-01-01\"\n",
    "# end = \"2025-02-26\"\n",
    "period=\"1wk\"\n",
    "interval = \"1h\"\n",
    "data = yf.download(tickers=\"BTC-USD\", period=period, interval=interval)\n",
    "\n",
    "# ----------------------------\n",
    "# 1. 计算MACD指标（参考‌:ml-citation{ref=\"4\" data=\"citationList\"}实现）\n",
    "# ----------------------------\n",
    "def calculate_macd(df):\n",
    "    # 计算MACD指标\n",
    "    (\n",
    "        df[\"MACD\"],\n",
    "        df[\"MACD_Signal_Line\"],\n",
    "        df[\"Histogram\"],\n",
    "    ) = talib.MACD(\n",
    "        df[\"Close\"].values.flatten(), fastperiod=12, slowperiod=26, signalperiod=9\n",
    "    )\n",
    "\n",
    "    df[\"EMA12\"] = df[\"Close\"].ewm(span=12, adjust=False).mean()\n",
    "    df[\"EMA26\"] = df[\"Close\"].ewm(span=26, adjust=False).mean()\n",
    "    df[\"DIF\"] = df[\"EMA12\"] - df[\"EMA26\"]\n",
    "    df[\"DEA\"] = df[\"DIF\"].ewm(span=9, adjust=False).mean()\n",
    "    # df[\"MACD\"] = (df[\"DIF\"] - df[\"DEA\"]) * 2\n",
    "    return df\n",
    "\n",
    "\n",
    "# ----------------------------\n",
    "# 2. 计算KDJ指标（参考‌:ml-citation{ref=\"4,6\" data=\"citationList\"}实现）\n",
    "# ----------------------------\n",
    "def calculate_kdj(df, n=9, m1=3, m2=3):\n",
    "    low_min = df[\"Low\"].rolling(n, min_periods=1).min()\n",
    "    high_max = df[\"High\"].rolling(n, min_periods=1).max()\n",
    "    df[\"RSV\"] = (df[\"Close\"] - low_min) / (high_max - low_min) * 100\n",
    "    df[\"K\"] = df[\"RSV\"].ewm(alpha=1 / m1, adjust=False).mean()\n",
    "    df[\"D\"] = df[\"K\"].ewm(alpha=1 / m2, adjust=False).mean()\n",
    "    df[\"J\"] = 3 * df[\"K\"] - 2 * df[\"D\"]\n",
    "    return df\n",
    "\n",
    "\n",
    "# 3.计算RSI\n",
    "def calculate_rsi(ohlc_df, window=14):\n",
    "    # 提取收盘价序列\n",
    "    close = ohlc_df[\"Close\"]\n",
    "\n",
    "    # 计算价格变化差值\n",
    "    delta = close.diff(1)\n",
    "\n",
    "    # 分离涨跌幅\n",
    "    gain = delta.where(delta > 0, 0)\n",
    "    loss = -delta.where(delta < 0, 0)\n",
    "\n",
    "    # 计算平均涨跌幅（使用指数移动平均）\n",
    "    avg_gain = gain.ewm(alpha=1 / window, min_periods=window).mean()\n",
    "    avg_loss = loss.ewm(alpha=1 / window, min_periods=window).mean()\n",
    "\n",
    "    # 计算RS和RSI\n",
    "    rs = avg_gain / avg_loss\n",
    "    ohlc_df[\"RSI\"] = 100 - (100 / (1 + rs))\n",
    "\n",
    "    return ohlc_df\n",
    "\n",
    "\n",
    "# 执行计算\n",
    "data = calculate_macd(data)\n",
    "data = calculate_kdj(data)\n",
    "data = calculate_rsi(data)\n",
    "\n",
    "\n"
   ],
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[*********************100%***********************]  1 of 1 completed\n"
     ]
    }
   ],
   "execution_count": 48
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-26T14:43:56.581720Z",
     "start_time": "2025-02-26T14:43:56.556417Z"
    }
   },
   "source": [
    "\n",
    "# ----------------------------\n",
    "# 3. 生成交易信号\n",
    "# ----------------------------\n",
    "# MACD金叉/死叉判断\n",
    "data[\"MACD_Cross\"] = np.where(data[\"DIF\"] > data[\"DEA\"], 1, -1)\n",
    "data[\"MACD_Signal\"] = data[\"MACD_Cross\"].diff()\n",
    "\n",
    "# KDJ超买超卖判断（J>80超买，J<20超卖）\n",
    "data[\"KDJ_Over\"] = np.where(\n",
    "    data[\"J\"] > data[\"D\"], 1,-1\n",
    ")\n",
    "# data[\"KDJ_Over\"] = (data[\"J\"] > data[\"D\"]) & data[\"J\"]<50\n",
    "\n",
    "# 综合信号（MACD金叉+KDJ超卖时买入且RSI小于70时买入）\n",
    "data[\"Buy_Signal\"] = ((data[\"MACD_Signal\"] > 0) & (data[\"KDJ_Over\"] == 1)) & (data[\"RSI\"] < 80) \n",
    "data[\"Sell_Signal\"] = ((data[\"MACD_Signal\"] < 0) & (data[\"KDJ_Over\"] == -1)) & (data[\"RSI\"] > 30)\n",
    "\n",
    "# print(data.head(10))\n",
    "\n",
    "# ----------------------------\n",
    "# 4. 回测展示（简化版）\n",
    "# ----------------------------\n",
    "filter_data = data[(data[\"Buy_Signal\"]) | (data[\"Sell_Signal\"])]\n",
    "\n",
    "filter_data.head(100)\n",
    "\n",
    "# data.head(500)\n"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Price                             Close          High           Low  \\\n",
       "Ticker                          BTC-USD       BTC-USD       BTC-USD   \n",
       "Datetime                                                              \n",
       "2025-02-20 15:00:00+00:00  96919.664062  97313.132812  96900.929688   \n",
       "2025-02-20 17:00:00+00:00  98005.625000  98005.625000  97555.343750   \n",
       "2025-02-21 03:00:00+00:00  98177.390625  98306.585938  98142.562500   \n",
       "2025-02-21 12:00:00+00:00  98944.734375  98976.851562  98559.054688   \n",
       "2025-02-21 15:00:00+00:00  98071.101562  99293.976562  97269.335938   \n",
       "2025-02-22 06:00:00+00:00  96399.226562  96570.664062  96350.437500   \n",
       "2025-02-23 05:00:00+00:00  96239.492188  96422.820312  96239.492188   \n",
       "2025-02-23 07:00:00+00:00  96557.984375  96580.109375  96316.281250   \n",
       "2025-02-23 22:00:00+00:00  95865.226562  95924.312500  95572.515625   \n",
       "2025-02-24 04:00:00+00:00  95288.125000  95558.203125  95125.382812   \n",
       "2025-02-24 14:00:00+00:00  94637.492188  95691.804688  94608.828125   \n",
       "2025-02-25 20:00:00+00:00  88076.648438  88873.140625  87594.273438   \n",
       "2025-02-26 14:00:00+00:00  86439.734375  87072.828125  85422.937500   \n",
       "\n",
       "Price                              Open       Volume         MACD  \\\n",
       "Ticker                          BTC-USD      BTC-USD                \n",
       "Datetime                                                            \n",
       "2025-02-20 15:00:00+00:00  96973.664062    382717952          NaN   \n",
       "2025-02-20 17:00:00+00:00  97555.343750    510427136          NaN   \n",
       "2025-02-21 03:00:00+00:00  98152.398438            0   447.360091   \n",
       "2025-02-21 12:00:00+00:00  98656.695312            0   371.327957   \n",
       "2025-02-21 15:00:00+00:00  98809.140625   3873384448   335.773170   \n",
       "2025-02-22 06:00:00+00:00  96509.984375            0  -408.097005   \n",
       "2025-02-23 05:00:00+00:00  96422.820312     32309248   -93.060339   \n",
       "2025-02-23 07:00:00+00:00  96355.109375     20264960   -81.053623   \n",
       "2025-02-23 22:00:00+00:00  95759.429688    883510272  -206.588305   \n",
       "2025-02-24 04:00:00+00:00  95478.312500   1832683520  -172.230684   \n",
       "2025-02-24 14:00:00+00:00  95612.000000   1601986560  -188.079845   \n",
       "2025-02-25 20:00:00+00:00  87816.718750   2607030272 -1583.706190   \n",
       "2025-02-26 14:00:00+00:00  87072.828125  13510336512  -618.330994   \n",
       "\n",
       "Price                     MACD_Signal_Line  Histogram         EMA12  \\\n",
       "Ticker                                                                \n",
       "Datetime                                                              \n",
       "2025-02-20 15:00:00+00:00              NaN        NaN  97097.807816   \n",
       "2025-02-20 17:00:00+00:00              NaN        NaN  97297.217985   \n",
       "2025-02-21 03:00:00+00:00       481.318393 -33.958302  98077.632803   \n",
       "2025-02-21 12:00:00+00:00       379.931424  -8.603468  98430.710369   \n",
       "2025-02-21 15:00:00+00:00       381.074749 -45.301578  98534.515882   \n",
       "2025-02-22 06:00:00+00:00      -426.208268  18.111263  96445.607719   \n",
       "2025-02-23 05:00:00+00:00       -87.361521  -5.698817  96477.039473   \n",
       "2025-02-23 07:00:00+00:00       -87.509970   6.456347  96473.162323   \n",
       "2025-02-23 22:00:00+00:00      -218.100616  11.512311  95841.478930   \n",
       "2025-02-24 04:00:00+00:00      -157.567195 -14.663490  95789.683239   \n",
       "2025-02-24 14:00:00+00:00      -138.580913 -49.498932  95566.339335   \n",
       "2025-02-25 20:00:00+00:00     -1635.053454  51.347264  88286.152633   \n",
       "2025-02-26 14:00:00+00:00      -563.172394 -55.158600  88053.544483   \n",
       "\n",
       "Price                             EMA26  ...        RSV          K          D  \\\n",
       "Ticker                                   ...                                    \n",
       "Datetime                                 ...                                    \n",
       "2025-02-20 15:00:00+00:00  96826.321147  ...   8.160396  45.893594  66.157314   \n",
       "2025-02-20 17:00:00+00:00  96963.776061  ...  97.230264  66.250747  62.767053   \n",
       "2025-02-21 03:00:00+00:00  97665.909644  ...  16.819547  43.005784  59.986256   \n",
       "2025-02-21 12:00:00+00:00  98074.941467  ...  96.006295  65.728555  51.289454   \n",
       "2025-02-21 15:00:00+00:00  98210.752772  ...  36.371304  56.866623  60.186224   \n",
       "2025-02-22 06:00:00+00:00  96857.233910  ...  87.553176  80.868865  64.810819   \n",
       "2025-02-23 05:00:00+00:00  96570.687528  ...   0.000000  13.536689  26.952495   \n",
       "2025-02-23 07:00:00+00:00  96554.719545  ...  76.687610  38.533978  29.147360   \n",
       "2025-02-23 22:00:00+00:00  96048.225669  ...  77.111326  58.496118  43.279458   \n",
       "2025-02-24 04:00:00+00:00  95962.013734  ...  12.044870  32.436698  47.358933   \n",
       "2025-02-24 14:00:00+00:00  95754.465400  ...   1.859803  34.434495  45.370640   \n",
       "2025-02-25 20:00:00+00:00  89869.863415  ...  58.413425  42.742785  33.263767   \n",
       "2025-02-26 14:00:00+00:00  88671.876626  ...  26.760618  29.240590  41.935581   \n",
       "\n",
       "Price                               J        RSI MACD_Cross MACD_Signal  \\\n",
       "Ticker                                                                    \n",
       "Datetime                                                                  \n",
       "2025-02-20 15:00:00+00:00    5.366154  52.532199         -1        -2.0   \n",
       "2025-02-20 17:00:00+00:00   73.218136  68.626939          1         2.0   \n",
       "2025-02-21 03:00:00+00:00    9.044841  62.013414         -1        -2.0   \n",
       "2025-02-21 12:00:00+00:00   94.606756  72.022439          1         2.0   \n",
       "2025-02-21 15:00:00+00:00   50.227421  48.183350         -1        -2.0   \n",
       "2025-02-22 06:00:00+00:00  112.984955  42.916383          1         2.0   \n",
       "2025-02-23 05:00:00+00:00  -13.294923  39.904084         -1        -2.0   \n",
       "2025-02-23 07:00:00+00:00   57.307215  49.875835          1         2.0   \n",
       "2025-02-23 22:00:00+00:00   88.929437  43.792691          1         2.0   \n",
       "2025-02-24 04:00:00+00:00    2.592228  33.899579         -1        -2.0   \n",
       "2025-02-24 14:00:00+00:00   12.562204  31.474394         -1        -2.0   \n",
       "2025-02-25 20:00:00+00:00   61.700821  34.504815          1         2.0   \n",
       "2025-02-26 14:00:00+00:00    3.850609  30.225109         -1        -2.0   \n",
       "\n",
       "Price                     KDJ_Over Buy_Signal Sell_Signal  \n",
       "Ticker                                                     \n",
       "Datetime                                                   \n",
       "2025-02-20 15:00:00+00:00       -1      False        True  \n",
       "2025-02-20 17:00:00+00:00        1       True       False  \n",
       "2025-02-21 03:00:00+00:00       -1      False        True  \n",
       "2025-02-21 12:00:00+00:00        1       True       False  \n",
       "2025-02-21 15:00:00+00:00       -1      False        True  \n",
       "2025-02-22 06:00:00+00:00        1       True       False  \n",
       "2025-02-23 05:00:00+00:00       -1      False        True  \n",
       "2025-02-23 07:00:00+00:00        1       True       False  \n",
       "2025-02-23 22:00:00+00:00        1       True       False  \n",
       "2025-02-24 04:00:00+00:00       -1      False        True  \n",
       "2025-02-24 14:00:00+00:00       -1      False        True  \n",
       "2025-02-25 20:00:00+00:00        1       True       False  \n",
       "2025-02-26 14:00:00+00:00       -1      False        True  \n",
       "\n",
       "[13 rows x 22 columns]"
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       "  <thead>\n",
       "    <tr>\n",
       "      <th>Price</th>\n",
       "      <th>Close</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Open</th>\n",
       "      <th>Volume</th>\n",
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       "      <th>MACD_Signal_Line</th>\n",
       "      <th>Histogram</th>\n",
       "      <th>EMA12</th>\n",
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       "      <th>KDJ_Over</th>\n",
       "      <th>Buy_Signal</th>\n",
       "      <th>Sell_Signal</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Ticker</th>\n",
       "      <th>BTC-USD</th>\n",
       "      <th>BTC-USD</th>\n",
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       "      <th>2025-02-20 15:00:00+00:00</th>\n",
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       "      <td>-2.0</td>\n",
       "      <td>-1</td>\n",
       "      <td>False</td>\n",
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       "    <tr>\n",
       "      <th>2025-02-20 17:00:00+00:00</th>\n",
       "      <td>98005.625000</td>\n",
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       "      <th>2025-02-21 03:00:00+00:00</th>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>2025-02-21 12:00:00+00:00</th>\n",
       "      <td>98944.734375</td>\n",
       "      <td>98976.851562</td>\n",
       "      <td>98559.054688</td>\n",
       "      <td>98656.695312</td>\n",
       "      <td>0</td>\n",
       "      <td>371.327957</td>\n",
       "      <td>379.931424</td>\n",
       "      <td>-8.603468</td>\n",
       "      <td>98430.710369</td>\n",
       "      <td>98074.941467</td>\n",
       "      <td>...</td>\n",
       "      <td>96.006295</td>\n",
       "      <td>65.728555</td>\n",
       "      <td>51.289454</td>\n",
       "      <td>94.606756</td>\n",
       "      <td>72.022439</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2025-02-21 15:00:00+00:00</th>\n",
       "      <td>98071.101562</td>\n",
       "      <td>99293.976562</td>\n",
       "      <td>97269.335938</td>\n",
       "      <td>98809.140625</td>\n",
       "      <td>3873384448</td>\n",
       "      <td>335.773170</td>\n",
       "      <td>381.074749</td>\n",
       "      <td>-45.301578</td>\n",
       "      <td>98534.515882</td>\n",
       "      <td>98210.752772</td>\n",
       "      <td>...</td>\n",
       "      <td>36.371304</td>\n",
       "      <td>56.866623</td>\n",
       "      <td>60.186224</td>\n",
       "      <td>50.227421</td>\n",
       "      <td>48.183350</td>\n",
       "      <td>-1</td>\n",
       "      <td>-2.0</td>\n",
       "      <td>-1</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2025-02-22 06:00:00+00:00</th>\n",
       "      <td>96399.226562</td>\n",
       "      <td>96570.664062</td>\n",
       "      <td>96350.437500</td>\n",
       "      <td>96509.984375</td>\n",
       "      <td>0</td>\n",
       "      <td>-408.097005</td>\n",
       "      <td>-426.208268</td>\n",
       "      <td>18.111263</td>\n",
       "      <td>96445.607719</td>\n",
       "      <td>96857.233910</td>\n",
       "      <td>...</td>\n",
       "      <td>87.553176</td>\n",
       "      <td>80.868865</td>\n",
       "      <td>64.810819</td>\n",
       "      <td>112.984955</td>\n",
       "      <td>42.916383</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2025-02-23 05:00:00+00:00</th>\n",
       "      <td>96239.492188</td>\n",
       "      <td>96422.820312</td>\n",
       "      <td>96239.492188</td>\n",
       "      <td>96422.820312</td>\n",
       "      <td>32309248</td>\n",
       "      <td>-93.060339</td>\n",
       "      <td>-87.361521</td>\n",
       "      <td>-5.698817</td>\n",
       "      <td>96477.039473</td>\n",
       "      <td>96570.687528</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>13.536689</td>\n",
       "      <td>26.952495</td>\n",
       "      <td>-13.294923</td>\n",
       "      <td>39.904084</td>\n",
       "      <td>-1</td>\n",
       "      <td>-2.0</td>\n",
       "      <td>-1</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2025-02-23 07:00:00+00:00</th>\n",
       "      <td>96557.984375</td>\n",
       "      <td>96580.109375</td>\n",
       "      <td>96316.281250</td>\n",
       "      <td>96355.109375</td>\n",
       "      <td>20264960</td>\n",
       "      <td>-81.053623</td>\n",
       "      <td>-87.509970</td>\n",
       "      <td>6.456347</td>\n",
       "      <td>96473.162323</td>\n",
       "      <td>96554.719545</td>\n",
       "      <td>...</td>\n",
       "      <td>76.687610</td>\n",
       "      <td>38.533978</td>\n",
       "      <td>29.147360</td>\n",
       "      <td>57.307215</td>\n",
       "      <td>49.875835</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2025-02-23 22:00:00+00:00</th>\n",
       "      <td>95865.226562</td>\n",
       "      <td>95924.312500</td>\n",
       "      <td>95572.515625</td>\n",
       "      <td>95759.429688</td>\n",
       "      <td>883510272</td>\n",
       "      <td>-206.588305</td>\n",
       "      <td>-218.100616</td>\n",
       "      <td>11.512311</td>\n",
       "      <td>95841.478930</td>\n",
       "      <td>96048.225669</td>\n",
       "      <td>...</td>\n",
       "      <td>77.111326</td>\n",
       "      <td>58.496118</td>\n",
       "      <td>43.279458</td>\n",
       "      <td>88.929437</td>\n",
       "      <td>43.792691</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2025-02-24 04:00:00+00:00</th>\n",
       "      <td>95288.125000</td>\n",
       "      <td>95558.203125</td>\n",
       "      <td>95125.382812</td>\n",
       "      <td>95478.312500</td>\n",
       "      <td>1832683520</td>\n",
       "      <td>-172.230684</td>\n",
       "      <td>-157.567195</td>\n",
       "      <td>-14.663490</td>\n",
       "      <td>95789.683239</td>\n",
       "      <td>95962.013734</td>\n",
       "      <td>...</td>\n",
       "      <td>12.044870</td>\n",
       "      <td>32.436698</td>\n",
       "      <td>47.358933</td>\n",
       "      <td>2.592228</td>\n",
       "      <td>33.899579</td>\n",
       "      <td>-1</td>\n",
       "      <td>-2.0</td>\n",
       "      <td>-1</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2025-02-24 14:00:00+00:00</th>\n",
       "      <td>94637.492188</td>\n",
       "      <td>95691.804688</td>\n",
       "      <td>94608.828125</td>\n",
       "      <td>95612.000000</td>\n",
       "      <td>1601986560</td>\n",
       "      <td>-188.079845</td>\n",
       "      <td>-138.580913</td>\n",
       "      <td>-49.498932</td>\n",
       "      <td>95566.339335</td>\n",
       "      <td>95754.465400</td>\n",
       "      <td>...</td>\n",
       "      <td>1.859803</td>\n",
       "      <td>34.434495</td>\n",
       "      <td>45.370640</td>\n",
       "      <td>12.562204</td>\n",
       "      <td>31.474394</td>\n",
       "      <td>-1</td>\n",
       "      <td>-2.0</td>\n",
       "      <td>-1</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2025-02-25 20:00:00+00:00</th>\n",
       "      <td>88076.648438</td>\n",
       "      <td>88873.140625</td>\n",
       "      <td>87594.273438</td>\n",
       "      <td>87816.718750</td>\n",
       "      <td>2607030272</td>\n",
       "      <td>-1583.706190</td>\n",
       "      <td>-1635.053454</td>\n",
       "      <td>51.347264</td>\n",
       "      <td>88286.152633</td>\n",
       "      <td>89869.863415</td>\n",
       "      <td>...</td>\n",
       "      <td>58.413425</td>\n",
       "      <td>42.742785</td>\n",
       "      <td>33.263767</td>\n",
       "      <td>61.700821</td>\n",
       "      <td>34.504815</td>\n",
       "      <td>1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2025-02-26 14:00:00+00:00</th>\n",
       "      <td>86439.734375</td>\n",
       "      <td>87072.828125</td>\n",
       "      <td>85422.937500</td>\n",
       "      <td>87072.828125</td>\n",
       "      <td>13510336512</td>\n",
       "      <td>-618.330994</td>\n",
       "      <td>-563.172394</td>\n",
       "      <td>-55.158600</td>\n",
       "      <td>88053.544483</td>\n",
       "      <td>88671.876626</td>\n",
       "      <td>...</td>\n",
       "      <td>26.760618</td>\n",
       "      <td>29.240590</td>\n",
       "      <td>41.935581</td>\n",
       "      <td>3.850609</td>\n",
       "      <td>30.225109</td>\n",
       "      <td>-1</td>\n",
       "      <td>-2.0</td>\n",
       "      <td>-1</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>13 rows × 22 columns</p>\n",
       "</div>"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 49
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-26T14:43:57.049870Z",
     "start_time": "2025-02-26T14:43:56.582886Z"
    }
   },
   "source": [
    "\n",
    "# 数据可视化\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.figure(figsize=(16, 12))\n",
    "# 价格与MACD\n",
    "plt.subplot(4, 1, 1)\n",
    "plt.plot(data[\"Close\"], label=\"Price\")\n",
    "plt.plot(\n",
    "    data[data[\"Buy_Signal\"]].index,\n",
    "    data[\"Close\"][data[\"Buy_Signal\"]],\n",
    "    \"^\",\n",
    "    markersize=10,\n",
    "    color=\"r\",\n",
    ")\n",
    "plt.plot(\n",
    "    data[data[\"Sell_Signal\"]].index,\n",
    "    data[\"Close\"][data[\"Sell_Signal\"]],\n",
    "    \"v\",\n",
    "    markersize=10,\n",
    "    color=\"g\",\n",
    ")\n",
    "\n",
    "# MACD指标\n",
    "plt.subplot(4, 1, 2)\n",
    "plt.plot(data[\"DIF\"], label=\"DIF\")\n",
    "plt.plot(data[\"DEA\"], label=\"DEA\")\n",
    "plt.bar(data.index, data[\"Histogram\"], label=\"MACD Histogram\",\n",
    "        color=[(\"red\" if x > 0 else \"green\") for x in data[\"Histogram\"]],\n",
    "        alpha=0.5)\n",
    "plt.legend(loc='lower left', frameon=False)\n",
    "# plt.bar(\n",
    "#     data.index,\n",
    "#     data[\"Histogram\"],\n",
    "#     color=[(\"red\" if x > 0 else \"green\") for x in data[\"Histogram\"]],\n",
    "#     alpha=0.5,\n",
    "# )\n",
    "\n",
    "# KDJ指标\n",
    "plt.subplot(4, 1, 3)\n",
    "plt.plot(data[\"K\"], label=\"K\")\n",
    "plt.plot(data[\"D\"], label=\"D\")\n",
    "plt.plot(data[\"J\"], label=\"J\")\n",
    "plt.axhline(80, linestyle=\"--\", color=\"gray\")\n",
    "plt.axhline(20, linestyle=\"--\", color=\"gray\")\n",
    "plt.legend(loc='lower left', frameon=False)\n",
    "\n",
    "# RSI绘制\n",
    "plt.subplot(4, 1, 4)\n",
    "plt.plot(data[\"RSI\"], color=\"navy\")\n",
    "plt.fill_between(data.index, 30, 70, color=\"lightgrey\", alpha=0.3)\n",
    "plt.axhline(70, color=\"red\", linewidth=0.5)\n",
    "plt.axhline(30, color=\"green\", linewidth=0.5)\n",
    "\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x1200 with 4 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 50
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-02-26T15:01:50.189006Z",
     "start_time": "2025-02-26T15:01:50.026421Z"
    }
   },
   "cell_type": "code",
   "source": [
    "plt.plot(data[\"Close\"], label=\"Price\")\n",
    "plt.plot(\n",
    "    data[data[\"Buy_Signal\"]].index,\n",
    "    data[\"Close\"][data[\"Buy_Signal\"]],\n",
    "    \"^\",\n",
    "    markersize=10,\n",
    "    color=\"r\",\n",
    ")\n",
    "plt.plot(\n",
    "    data[data[\"Sell_Signal\"]].index,\n",
    "    data[\"Close\"][data[\"Sell_Signal\"]],\n",
    "    \"v\",\n",
    "    markersize=10,\n",
    "    color=\"g\",\n",
    ")\n",
    "plt.xticks()\n",
    "plt.yticks()\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 61
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": ".venv",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.13.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
